Disease Diagnosis AutoEDA

Brought to you by YData

Dataset statistics

Number of variables	19
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.3 MiB
Average record size in memory	552.4 B

Variable types

Text	1
Numeric	11
Categorical	7

Alerts

`blood_pressure` is highly overall correlated with `bp_hr_interaction` and 1 other fields	High correlation
`bp_glucose_ratio` is highly overall correlated with `glucose_level`	High correlation
`bp_hr_interaction` is highly overall correlated with `blood_pressure` and 3 other fields	High correlation
`cholesterol_level` is highly overall correlated with `pca2`	High correlation
`duration_per_hr` is highly overall correlated with `pca1` and 1 other fields	High correlation
`glucose_level` is highly overall correlated with `bp_glucose_ratio`	High correlation
`heart_rate` is highly overall correlated with `bp_hr_interaction`	High correlation
`pca1` is highly overall correlated with `blood_pressure` and 2 other fields	High correlation
`pca2` is highly overall correlated with `bp_hr_interaction` and 1 other fields	High correlation
`symptom_duration` is highly overall correlated with `duration_per_hr`	High correlation
`patient_id` has unique values	Unique
`pca1` has unique values	Unique
`pca2` has unique values	Unique
`age` has 108 (1.1%) zeros	Zeros

Reproduction

Analysis started	2025-04-14 16:52:38.488989
Analysis finished	2025-04-14 16:52:48.044133
Duration	9.56 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

patient_id
Text

Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	634.9 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	80000
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	PAT00000
2nd row	PAT00001
3rd row	PAT00002
4th row	PAT00003
5th row	PAT00004

Value	Count	Frequency (%)
pat00000	1	< 0.1%
pat00008	1	< 0.1%
pat00017	1	< 0.1%
pat00002	1	< 0.1%
pat00003	1	< 0.1%
pat00004	1	< 0.1%
pat00005	1	< 0.1%
pat00006	1	< 0.1%
pat00007	1	< 0.1%
pat00009	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	14000	17.5%
P	10000	12.5%
A	10000	12.5%
T	10000	12.5%
6	4000	5.0%
7	4000	5.0%
3	4000	5.0%
4	4000	5.0%
5	4000	5.0%
8	4000	5.0%
Other values (3)	12000	15.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	80000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	14000	17.5%
P	10000	12.5%
A	10000	12.5%
T	10000	12.5%
6	4000	5.0%
7	4000	5.0%
3	4000	5.0%
4	4000	5.0%
5	4000	5.0%
8	4000	5.0%
Other values (3)	12000	15.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	80000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	14000	17.5%
P	10000	12.5%
A	10000	12.5%
T	10000	12.5%
6	4000	5.0%
7	4000	5.0%
3	4000	5.0%
4	4000	5.0%
5	4000	5.0%
8	4000	5.0%
Other values (3)	12000	15.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	80000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	14000	17.5%
P	10000	12.5%
A	10000	12.5%
T	10000	12.5%
6	4000	5.0%
7	4000	5.0%
3	4000	5.0%
4	4000	5.0%
5	4000	5.0%
8	4000	5.0%
Other values (3)	12000	15.0%

age
Real number (ℝ)

Zeros

Distinct	90
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.4528

Minimum	0
Maximum	89
Zeros	108
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	22
median	44
Q3	67
95-th percentile	85
Maximum	89
Range	89
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	25.9518
Coefficient of variation (CV)	0.58380574
Kurtosis	-1.2028159
Mean	44.4528
Median Absolute Deviation (MAD)	22.5
Skewness	0.014441554
Sum	444528
Variance	673.49592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	139	1.4%
61	129	1.3%
57	129	1.3%
12	128	1.3%
24	128	1.3%
86	128	1.3%
53	126	1.3%
25	126	1.3%
81	125	1.2%
20	125	1.2%
Other values (80)	8717	87.2%

Value	Count	Frequency (%)
0	108	1.1%
1	117	1.2%
2	107	1.1%
3	108	1.1%
4	95	0.9%
5	106	1.1%
6	88	0.9%
7	113	1.1%
8	111	1.1%
9	113	1.1%

Value	Count	Frequency (%)
89	124	1.2%
88	101	1.0%
87	111	1.1%
86	128	1.3%
85	118	1.2%
84	104	1.0%
83	111	1.1%
82	94	0.9%
81	125	1.2%
80	104	1.0%

gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	605.7 KiB

Female	4982
Male	4825
Other	193

Length

Max length	6
Median length	5
Mean length	5.0157
Min length	4

Characters and Unicode

Total characters	50157
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Male
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	4982	49.8%
Male	4825	48.2%
Other	193	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	4982	49.8%
male	4825	48.2%
other	193	1.9%

Most occurring characters

Value	Count	Frequency (%)
e	14982	29.9%
a	9807	19.6%
l	9807	19.6%
F	4982	9.9%
m	4982	9.9%
M	4825	9.6%
O	193	0.4%
t	193	0.4%
h	193	0.4%
r	193	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50157	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14982	29.9%
a	9807	19.6%
l	9807	19.6%
F	4982	9.9%
m	4982	9.9%
M	4825	9.6%
O	193	0.4%
t	193	0.4%
h	193	0.4%
r	193	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50157	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14982	29.9%
a	9807	19.6%
l	9807	19.6%
F	4982	9.9%
m	4982	9.9%
M	4825	9.6%
O	193	0.4%
t	193	0.4%
h	193	0.4%
r	193	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50157	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14982	29.9%
a	9807	19.6%
l	9807	19.6%
F	4982	9.9%
m	4982	9.9%
M	4825	9.6%
O	193	0.4%
t	193	0.4%
h	193	0.4%
r	193	0.4%

blood_pressure
Real number (ℝ)

High correlation

Distinct	817
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.13804

Minimum	62.2
Maximum	187.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	62.2
5-th percentile	95.7
Q1	109.8
median	120.2
Q3	130.5
95-th percentile	145.1
Maximum	187.2
Range	125
Interquartile range (IQR)	20.7

Descriptive statistics

Standard deviation	15.091376
Coefficient of variation (CV)	0.12561697
Kurtosis	-0.0085879674
Mean	120.13804
Median Absolute Deviation (MAD)	10.3
Skewness	-0.011185183
Sum	1201380.4
Variance	227.74964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.3	39	0.4%
122.1	37	0.4%
123.8	36	0.4%
114.7	36	0.4%
118.8	35	0.4%
122.2	35	0.4%
117.8	35	0.4%
120.6	34	0.3%
115.1	34	0.3%
121.7	34	0.3%
Other values (807)	9645	96.5%

Value	Count	Frequency (%)
62.2	1	< 0.1%
65.2	1	< 0.1%
65.5	1	< 0.1%
70	2	< 0.1%
70.1	1	< 0.1%
70.4	1	< 0.1%
70.6	1	< 0.1%
71.2	1	< 0.1%
71.8	1	< 0.1%
72	1	< 0.1%

Value	Count	Frequency (%)
187.2	1	< 0.1%
179.1	1	< 0.1%
174.2	1	< 0.1%
174	1	< 0.1%
169.3	1	< 0.1%
167.1	2	< 0.1%
166.5	1	< 0.1%
166.1	1	< 0.1%
165	2	< 0.1%
164.7	1	< 0.1%

heart_rate
Real number (ℝ)

High correlation

Distinct	573
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.92768

Minimum	30.3
Maximum	112.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	30.3
5-th percentile	58.795
Q1	68.1
median	75
Q3	81.7
95-th percentile	91.4
Maximum	112.3
Range	82
Interquartile range (IQR)	13.6

Descriptive statistics

Standard deviation	9.9705304
Coefficient of variation (CV)	0.13306872
Kurtosis	0.010943293
Mean	74.92768
Median Absolute Deviation (MAD)	6.8
Skewness	0.012427005
Sum	749276.8
Variance	99.411477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.7	54	0.5%
76.8	52	0.5%
76.5	52	0.5%
75.9	50	0.5%
73.7	50	0.5%
68.9	49	0.5%
71.4	49	0.5%
71.9	48	0.5%
75.2	48	0.5%
74.4	48	0.5%
Other values (563)	9500	95.0%

Value	Count	Frequency (%)
30.3	1	< 0.1%
39.7	1	< 0.1%
40	1	< 0.1%
40.5	1	< 0.1%
40.7	1	< 0.1%
41.3	1	< 0.1%
41.6	1	< 0.1%
43	1	< 0.1%
43.4	1	< 0.1%
44.1	1	< 0.1%

Value	Count	Frequency (%)
112.3	1	< 0.1%
111.9	1	< 0.1%
111	1	< 0.1%
108.5	2	< 0.1%
107.6	1	< 0.1%
107.2	1	< 0.1%
106.6	2	< 0.1%
106.3	1	< 0.1%
105.4	1	< 0.1%
105.1	2	< 0.1%

glucose_level
Real number (ℝ)

High correlation

Distinct	1278
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.97652

Minimum	9.2
Maximum	188.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	9.2
5-th percentile	58.895
Q1	82.775
median	100
Q3	117
95-th percentile	140.9
Maximum	188.4
Range	179.2
Interquartile range (IQR)	34.225

Descriptive statistics

Standard deviation	25.04059
Coefficient of variation (CV)	0.25046471
Kurtosis	-0.069181733
Mean	99.97652
Median Absolute Deviation (MAD)	17.1
Skewness	-0.015863818
Sum	999765.2
Variance	627.03115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96.7	27	0.3%
99.5	26	0.3%
106	25	0.2%
97.5	25	0.2%
93.4	24	0.2%
103.1	24	0.2%
109.6	23	0.2%
93.3	23	0.2%
103.4	23	0.2%
112.7	23	0.2%
Other values (1268)	9757	97.6%

Value	Count	Frequency (%)
9.2	1	< 0.1%
13.8	1	< 0.1%
14.1	1	< 0.1%
14.3	1	< 0.1%
15.2	1	< 0.1%
18.7	1	< 0.1%
19.5	1	< 0.1%
19.7	1	< 0.1%
20	1	< 0.1%
20.5	1	< 0.1%

Value	Count	Frequency (%)
188.4	1	< 0.1%
183.4	1	< 0.1%
182.4	1	< 0.1%
182	1	< 0.1%
179.8	1	< 0.1%
178.5	1	< 0.1%
178.3	1	< 0.1%
177.6	1	< 0.1%
175.5	1	< 0.1%
175.2	1	< 0.1%

cholesterol_level
Real number (ℝ)

High correlation

Distinct	1865
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.04955

Minimum	8.2
Maximum	329.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	8.2
5-th percentile	113.8
Q1	153.4
median	180.3
Q3	206.8
95-th percentile	245.6
Maximum	329.8
Range	321.6
Interquartile range (IQR)	53.4

Descriptive statistics

Standard deviation	39.839699
Coefficient of variation (CV)	0.22127075
Kurtosis	-0.003167008
Mean	180.04955
Median Absolute Deviation (MAD)	26.7
Skewness	-0.048719807
Sum	1800495.5
Variance	1587.2016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
158.8	21	0.2%
201.8	18	0.2%
152.3	18	0.2%
191.7	18	0.2%
187	18	0.2%
185.1	17	0.2%
190.4	16	0.2%
198.7	16	0.2%
164.3	16	0.2%
178.1	16	0.2%
Other values (1855)	9826	98.3%

Value	Count	Frequency (%)
8.2	1	< 0.1%
43.1	1	< 0.1%
47.3	1	< 0.1%
48.5	1	< 0.1%
49.4	1	< 0.1%
50.1	1	< 0.1%
50.5	1	< 0.1%
51	1	< 0.1%
52	1	< 0.1%
52.6	1	< 0.1%

Value	Count	Frequency (%)
329.8	1	< 0.1%
316.1	1	< 0.1%
315.2	1	< 0.1%
308.9	1	< 0.1%
307.3	1	< 0.1%
302.6	1	< 0.1%
300	1	< 0.1%
299.4	1	< 0.1%
298.8	1	< 0.1%
298.2	1	< 0.1%

symptom_duration
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.8767

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	15
Q3	22
95-th percentile	28
Maximum	29
Range	28
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.4420628
Coefficient of variation (CV)	0.56746878
Kurtosis	-1.2120203
Mean	14.8767
Median Absolute Deviation (MAD)	7
Skewness	0.015446318
Sum	148767
Variance	71.268424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
1	404	4.0%
23	372	3.7%
27	370	3.7%
13	368	3.7%
7	368	3.7%
29	360	3.6%
2	357	3.6%
11	354	3.5%
16	354	3.5%
12	351	3.5%
Other values (19)	6342	63.4%

Value	Count	Frequency (%)
1	404	4.0%
2	357	3.6%
3	346	3.5%
4	337	3.4%
5	340	3.4%
6	341	3.4%
7	368	3.7%
8	343	3.4%
9	340	3.4%
10	323	3.2%

Value	Count	Frequency (%)
29	360	3.6%
28	322	3.2%
27	370	3.7%
26	334	3.3%
25	337	3.4%
24	340	3.4%
23	372	3.7%
22	335	3.4%
21	324	3.2%
20	321	3.2%

clinical_notes
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	717.3 KiB

fever and fatigue	1289
blurred vision	1279
joint pain	1269
chest pain	1266
dizziness and confusion	1236
Other values (3)	3661

Length

Max length	23
Median length	19
Mean length	16.4387
Min length	10

Characters and Unicode

Total characters	164387
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	headache and nausea
2nd row	abdominal discomfort
3rd row	fever and fatigue
4th row	joint pain
5th row	chest pain

Common Values

Value	Count	Frequency (%)
fever and fatigue	1289	12.9%
blurred vision	1279	12.8%
joint pain	1269	12.7%
chest pain	1266	12.7%
dizziness and confusion	1236	12.4%
abdominal discomfort	1231	12.3%
shortness of breath	1223	12.2%
headache and nausea	1207	12.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
and	3732	15.0%
pain	2535	10.2%
fever	1289	5.2%
fatigue	1289	5.2%
blurred	1279	5.1%
vision	1279	5.1%
joint	1269	5.1%
chest	1266	5.1%
confusion	1236	5.0%
dizziness	1236	5.0%
Other values (7)	8545	34.2%

Most occurring characters

Value	Count	Frequency (%)
n	16184	9.8%
a	16069	9.8%
	14955	9.1%
i	13821	8.4%
e	13715	8.3%
s	12360	7.5%
o	11159	6.8%
d	9916	6.0%
r	7524	4.6%
t	7501	4.6%
Other values (12)	41183	25.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	164387	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	16184	9.8%
a	16069	9.8%
	14955	9.1%
i	13821	8.4%
e	13715	8.3%
s	12360	7.5%
o	11159	6.8%
d	9916	6.0%
r	7524	4.6%
t	7501	4.6%
Other values (12)	41183	25.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	164387	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	16184	9.8%
a	16069	9.8%
	14955	9.1%
i	13821	8.4%
e	13715	8.3%
s	12360	7.5%
o	11159	6.8%
d	9916	6.0%
r	7524	4.6%
t	7501	4.6%
Other values (12)	41183	25.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	164387	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	16184	9.8%
a	16069	9.8%
	14955	9.1%
i	13821	8.4%
e	13715	8.3%
s	12360	7.5%
o	11159	6.8%
d	9916	6.0%
r	7524	4.6%
t	7501	4.6%
Other values (12)	41183	25.1%

department
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	664.5 KiB

General Medicine	2038
Orthopedics	2033
Cardiology	2000
Neurology	1993
Emergency	1936

Length

Max length	16
Median length	11
Mean length	11.0332
Min length	9

Characters and Unicode

Total characters	110332
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Orthopedics
2nd row	Orthopedics
3rd row	General Medicine
4th row	Cardiology
5th row	Orthopedics

Common Values

Value	Count	Frequency (%)
General Medicine	2038	20.4%
Orthopedics	2033	20.3%
Cardiology	2000	20.0%
Neurology	1993	19.9%
Emergency	1936	19.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
general	2038	16.9%
medicine	2038	16.9%
orthopedics	2033	16.9%
cardiology	2000	16.6%
neurology	1993	16.6%
emergency	1936	16.1%

Most occurring characters

Value	Count	Frequency (%)
e	16050	14.5%
o	10019	9.1%
r	10000	9.1%
i	8109	7.3%
d	6071	5.5%
l	6031	5.5%
n	6012	5.4%
c	6007	5.4%
y	5929	5.4%
g	5929	5.4%
Other values (14)	30175	27.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	110332	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	16050	14.5%
o	10019	9.1%
r	10000	9.1%
i	8109	7.3%
d	6071	5.5%
l	6031	5.5%
n	6012	5.4%
c	6007	5.4%
y	5929	5.4%
g	5929	5.4%
Other values (14)	30175	27.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	110332	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	16050	14.5%
o	10019	9.1%
r	10000	9.1%
i	8109	7.3%
d	6071	5.5%
l	6031	5.5%
n	6012	5.4%
c	6007	5.4%
y	5929	5.4%
g	5929	5.4%
Other values (14)	30175	27.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	110332	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	16050	14.5%
o	10019	9.1%
r	10000	9.1%
i	8109	7.3%
d	6071	5.5%
l	6031	5.5%
n	6012	5.4%
c	6007	5.4%
y	5929	5.4%
g	5929	5.4%
Other values (14)	30175	27.3%

admission_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	650.6 KiB

Outpatient	6039
Inpatient	2513
Emergency	1448

Length

Max length	10
Median length	10
Mean length	9.6039
Min length	9

Characters and Unicode

Total characters	96039
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Inpatient
2nd row	Emergency
3rd row	Outpatient
4th row	Outpatient
5th row	Inpatient

Common Values

Value	Count	Frequency (%)
Outpatient	6039	60.4%
Inpatient	2513	25.1%
Emergency	1448	14.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
outpatient	6039	60.4%
inpatient	2513	25.1%
emergency	1448	14.5%

Most occurring characters

Value	Count	Frequency (%)
t	23143	24.1%
n	12513	13.0%
e	11448	11.9%
p	8552	8.9%
a	8552	8.9%
i	8552	8.9%
O	6039	6.3%
u	6039	6.3%
I	2513	2.6%
E	1448	1.5%
Other values (5)	7240	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	96039	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	23143	24.1%
n	12513	13.0%
e	11448	11.9%
p	8552	8.9%
a	8552	8.9%
i	8552	8.9%
O	6039	6.3%
u	6039	6.3%
I	2513	2.6%
E	1448	1.5%
Other values (5)	7240	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	96039	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	23143	24.1%
n	12513	13.0%
e	11448	11.9%
p	8552	8.9%
a	8552	8.9%
i	8552	8.9%
O	6039	6.3%
u	6039	6.3%
I	2513	2.6%
E	1448	1.5%
Other values (5)	7240	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	96039	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	23143	24.1%
n	12513	13.0%
e	11448	11.9%
p	8552	8.9%
a	8552	8.9%
i	8552	8.9%
O	6039	6.3%
u	6039	6.3%
I	2513	2.6%
E	1448	1.5%
Other values (5)	7240	7.5%

insurance_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	628.0 KiB

Insured	8509
Uninsured	1491

Length

Max length	9
Median length	7
Mean length	7.2982
Min length	7

Characters and Unicode

Total characters	72982
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Insured
2nd row	Insured
3rd row	Insured
4th row	Insured
5th row	Uninsured

Common Values

Value	Count	Frequency (%)
Insured	8509	85.1%
Uninsured	1491	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
insured	8509	85.1%
uninsured	1491	14.9%

Most occurring characters

Value	Count	Frequency (%)
n	11491	15.7%
s	10000	13.7%
u	10000	13.7%
r	10000	13.7%
e	10000	13.7%
d	10000	13.7%
I	8509	11.7%
U	1491	2.0%
i	1491	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	72982	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	11491	15.7%
s	10000	13.7%
u	10000	13.7%
r	10000	13.7%
e	10000	13.7%
d	10000	13.7%
I	8509	11.7%
U	1491	2.0%
i	1491	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	72982	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	11491	15.7%
s	10000	13.7%
u	10000	13.7%
r	10000	13.7%
e	10000	13.7%
d	10000	13.7%
I	8509	11.7%
U	1491	2.0%
i	1491	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	72982	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	11491	15.7%
s	10000	13.7%
u	10000	13.7%
r	10000	13.7%
e	10000	13.7%
d	10000	13.7%
I	8509	11.7%
U	1491	2.0%
i	1491	2.0%

diagnosis_code
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	595.8 KiB

D163	2510
D141	1939
D196	1537
D185	1079
D198	995
Other values (3)	1940

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	40000
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	D141
2nd row	D196
3rd row	D165
4th row	D196
5th row	D196

Common Values

Value	Count	Frequency (%)
D163	2510	25.1%
D141	1939	19.4%
D196	1537	15.4%
D185	1079	10.8%
D198	995	10.0%
D119	952	9.5%
D165	499	5.0%
D143	489	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
d163	2510	25.1%
d141	1939	19.4%
d196	1537	15.4%
d185	1079	10.8%
d198	995	10.0%
d119	952	9.5%
d165	499	5.0%
d143	489	4.9%

Most occurring characters

Value	Count	Frequency (%)
1	12891	32.2%
D	10000	25.0%
6	4546	11.4%
9	3484	8.7%
3	2999	7.5%
4	2428	6.1%
8	2074	5.2%
5	1578	3.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	12891	32.2%
D	10000	25.0%
6	4546	11.4%
9	3484	8.7%
3	2999	7.5%
4	2428	6.1%
8	2074	5.2%
5	1578	3.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	12891	32.2%
D	10000	25.0%
6	4546	11.4%
9	3484	8.7%
3	2999	7.5%
4	2428	6.1%
8	2074	5.2%
5	1578	3.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	12891	32.2%
D	10000	25.0%
6	4546	11.4%
9	3484	8.7%
3	2999	7.5%
4	2428	6.1%
8	2074	5.2%
5	1578	3.9%

bp_hr_interaction
Real number (ℝ)

High correlation

Distinct	9609
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9005.202

Minimum	3408.75
Maximum	16848
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	3408.75
5-th percentile	6404.9685
Q1	7850.625
median	8920.7
Q3	10077.062
95-th percentile	11904.15
Maximum	16848
Range	13439.25
Interquartile range (IQR)	2226.4375

Descriptive statistics

Standard deviation	1673.1703
Coefficient of variation (CV)	0.18580042
Kurtosis	0.044800036
Mean	9005.202
Median Absolute Deviation (MAD)	1114.3
Skewness	0.26785306
Sum	90052020
Variance	2799498.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8289.54	3	< 0.1%
8755.2	3	< 0.1%
8898.24	3	< 0.1%
8446.02	3	< 0.1%
8787.84	3	< 0.1%
8722.74	3	< 0.1%
8905.14	3	< 0.1%
8562.9	3	< 0.1%
8396.28	3	< 0.1%
9853.2	3	< 0.1%
Other values (9599)	9970	99.7%

Value	Count	Frequency (%)
3408.75	1	< 0.1%
3452.68	1	< 0.1%
3628.8	1	< 0.1%
3996.27	1	< 0.1%
4107.2	1	< 0.1%
4371.68	1	< 0.1%
4388.8	1	< 0.1%
4390.2	1	< 0.1%
4411.88	1	< 0.1%
4413.2	1	< 0.1%

Value	Count	Frequency (%)
16848	1	< 0.1%
16212.14	1	< 0.1%
15665.85	1	< 0.1%
15651	1	< 0.1%
15616.71	1	< 0.1%
15585.4	1	< 0.1%
15470.72	1	< 0.1%
14983.65	1	< 0.1%
14733.16	1	< 0.1%
14717.24	1	< 0.1%

bp_glucose_ratio
Real number (ℝ)

High correlation

Distinct	9852
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2846013

Minimum	0.47418398
Maximum	13.166667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0.47418398
5-th percentile	0.79296594
Q1	0.99437991
median	1.1881492
Q3	1.4541427
95-th percentile	2.0572817
Maximum	13.166667
Range	12.692483
Interquartile range (IQR)	0.4597628

Descriptive statistics

Standard deviation	0.48651987
Coefficient of variation (CV)	0.37873221
Kurtosis	67.678418
Mean	1.2846013
Median Absolute Deviation (MAD)	0.22139687
Skewness	4.9305291
Sum	12846.013
Variance	0.23670159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10	0.1%
1.25	5	0.1%
1.230769231	3	< 0.1%
1.264893617	3	< 0.1%
1.6	3	< 0.1%
1.666666667	3	< 0.1%
1.111111111	3	< 0.1%
0.9959718026	2	< 0.1%
1.042087542	2	< 0.1%
1.523809524	2	< 0.1%
Other values (9842)	9964	99.6%

Value	Count	Frequency (%)
0.4741839763	1	< 0.1%
0.4814241486	1	< 0.1%
0.4857142857	1	< 0.1%
0.4944912508	1	< 0.1%
0.5104844541	1	< 0.1%
0.5339339339	1	< 0.1%
0.5390869293	1	< 0.1%
0.5414398064	1	< 0.1%
0.5513833992	1	< 0.1%
0.55532926	1	< 0.1%

Value	Count	Frequency (%)
13.16666667	1	< 0.1%
9.483443709	1	< 0.1%
8.477124183	1	< 0.1%
8.398648649	1	< 0.1%
8.296296296	1	< 0.1%
6.671428571	1	< 0.1%
6.091370558	1	< 0.1%
5.900763359	1	< 0.1%
5.873170732	1	< 0.1%
5.768115942	1	< 0.1%

duration_per_hr
Real number (ℝ)

High correlation

Distinct	6065
Distinct (%)	60.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19942696

Minimum	0.0091324201
Maximum	0.68292683
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0.0091324201
5-th percentile	0.024600246
Q1	0.099418584
median	0.19449044
Q3	0.29285299
95-th percentile	0.39187228
Maximum	0.68292683
Range	0.67379441
Interquartile range (IQR)	0.19343441

Descriptive statistics

Standard deviation	0.11734438
Coefficient of variation (CV)	0.58840782
Kurtosis	-0.85571272
Mean	0.19942696
Median Absolute Deviation (MAD)	0.096708006
Skewness	0.20958758
Sum	1994.2696
Variance	0.013769705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3125	15	0.1%
0.3333333333	14	0.1%
0.1666666667	11	0.1%
0.2857142857	11	0.1%
0.1111111111	10	0.1%
0.1818181818	10	0.1%
0.1538461538	10	0.1%
0.2631578947	10	0.1%
0.1515151515	10	0.1%
0.4166666667	9	0.1%
Other values (6055)	9890	98.9%

Value	Count	Frequency (%)
0.009132420091	1	< 0.1%
0.009871668312	1	< 0.1%
0.009881422925	1	< 0.1%
0.009950248756	1	< 0.1%
0.01012145749	1	< 0.1%
0.01014198783	1	< 0.1%
0.01020408163	2	< 0.1%
0.01028806584	1	< 0.1%
0.01037344398	1	< 0.1%
0.01043841336	1	< 0.1%

Value	Count	Frequency (%)
0.6829268293	1	< 0.1%
0.5673758865	1	< 0.1%
0.5652173913	1	< 0.1%
0.5633802817	1	< 0.1%
0.56	1	< 0.1%
0.5523809524	1	< 0.1%
0.545112782	1	< 0.1%
0.5446623094	1	< 0.1%
0.5380333952	1	< 0.1%
0.5303030303	1	< 0.1%

pca1
Real number (ℝ)

High correlation Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.4210855 × 10^-18

Minimum	-3.8564275
Maximum	3.5560304
Zeros	0
Zeros (%)	0.0%
Negative	4991
Negative (%)	49.9%
Memory size	78.2 KiB

Quantile statistics

Minimum	-3.8564275
5-th percentile	-1.6712525
Q1	-0.68633492
median	0.0016482659
Q3	0.68907255
95-th percentile	1.6817608
Maximum	3.5560304
Range	7.4124579
Interquartile range (IQR)	1.3754075

Descriptive statistics

Standard deviation	1.0155934
Coefficient of variation (CV)	-7.146603 × 10¹⁷
Kurtosis	-0.054121309
Mean	-1.4210855 × 10^-18
Median Absolute Deviation (MAD)	0.68773505
Skewness	-0.010293349
Sum	1.7941204 × 10^-13
Variance	1.0314299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6080990221	1	< 0.1%
2.512214335	1	< 0.1%
-0.4051359761	1	< 0.1%
-2.968708563	1	< 0.1%
0.3872240945	1	< 0.1%
0.6454981956	1	< 0.1%
-1.011126221	1	< 0.1%
0.1357537134	1	< 0.1%
-0.2662557181	1	< 0.1%
-1.082001411	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-3.856427539	1	< 0.1%
-3.833893972	1	< 0.1%
-3.785308854	1	< 0.1%
-3.77699147	1	< 0.1%
-3.354287856	1	< 0.1%
-3.344189025	1	< 0.1%
-3.243180826	1	< 0.1%
-3.219826576	1	< 0.1%
-3.131529852	1	< 0.1%
-3.115082028	1	< 0.1%

Value	Count	Frequency (%)
3.556030362	1	< 0.1%
3.538797233	1	< 0.1%
3.18578794	1	< 0.1%
3.175855747	1	< 0.1%
3.168475046	1	< 0.1%
3.11398811	1	< 0.1%
3.100294964	1	< 0.1%
3.036329916	1	< 0.1%
3.033785069	1	< 0.1%
3.024745713	1	< 0.1%

pca2
Real number (ℝ)

High correlation Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4158453 × 10^-17

Minimum	-3.6818499
Maximum	3.4352066
Zeros	0
Zeros (%)	0.0%
Negative	5006
Negative (%)	50.1%
Memory size	78.2 KiB

Quantile statistics

Minimum	-3.6818499
5-th percentile	-1.6696831
Q1	-0.69276688
median	-0.0011759472
Q3	0.69401125
95-th percentile	1.6714215
Maximum	3.4352066
Range	7.1170565
Interquartile range (IQR)	1.3867781

Descriptive statistics

Standard deviation	1.0133297
Coefficient of variation (CV)	4.1945141 × 10¹⁶
Kurtosis	-0.1007268
Mean	2.4158453 × 10^-17
Median Absolute Deviation (MAD)	0.69416779
Skewness	-0.026855712
Sum	2.7000624 × 10^-13
Variance	1.0268371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8633528449	1	< 0.1%
0.3900941681	1	< 0.1%
0.2679862773	1	< 0.1%
0.5268908697	1	< 0.1%
-2.006806542	1	< 0.1%
1.033108587	1	< 0.1%
-0.8806317605	1	< 0.1%
0.9196153406	1	< 0.1%
-0.5958343407	1	< 0.1%
-1.640295455	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
-3.681849864	1	< 0.1%
-3.535715733	1	< 0.1%
-3.454774898	1	< 0.1%
-3.379740781	1	< 0.1%
-3.300899246	1	< 0.1%
-3.294560814	1	< 0.1%
-3.253245638	1	< 0.1%
-3.227835549	1	< 0.1%
-3.19527389	1	< 0.1%
-3.176947553	1	< 0.1%

Value	Count	Frequency (%)
3.435206644	1	< 0.1%
3.411808754	1	< 0.1%
3.377153945	1	< 0.1%
3.292105602	1	< 0.1%
3.275448621	1	< 0.1%
3.084011115	1	< 0.1%
3.043875728	1	< 0.1%
3.034376742	1	< 0.1%
2.991964088	1	< 0.1%
2.980582689	1	< 0.1%

cluster
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

0	2520
3	2513
1	2499
2	2468

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	2
3rd row	0
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
0	2520	25.2%
3	2513	25.1%
1	2499	25.0%
2	2468	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2520	25.2%
3	2513	25.1%
1	2499	25.0%
2	2468	24.7%

Most occurring characters

Value	Count	Frequency (%)
0	2520	25.2%
3	2513	25.1%
1	2499	25.0%
2	2468	24.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2520	25.2%
3	2513	25.1%
1	2499	25.0%
2	2468	24.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2520	25.2%
3	2513	25.1%
1	2499	25.0%
2	2468	24.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2520	25.2%
3	2513	25.1%
1	2499	25.0%
2	2468	24.7%

	admission_type	age	blood_pressure	bp_glucose_ratio	bp_hr_interaction	cholesterol_level	clinical_notes	cluster	department	diagnosis_code	duration_per_hr	gender	glucose_level	heart_rate	insurance_status	pca1	pca2	symptom_duration
admission_type	1.000	0.014	0.010	0.011	0.000	0.000	0.013	0.000	0.015	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
age	0.014	1.000	0.004	0.013	0.006	0.016	0.000	0.461	0.016	0.018	0.002	0.000	-0.012	0.007	0.006	-0.259	0.384	0.003
blood_pressure	0.010	0.004	1.000	0.430	0.675	-0.004	0.007	0.127	0.019	0.000	-0.014	0.000	0.005	0.025	0.000	0.548	0.348	-0.010
bp_glucose_ratio	0.011	0.013	0.430	1.000	0.289	-0.007	0.013	0.043	0.000	0.000	0.000	0.000	-0.881	0.005	0.000	-0.049	-0.016	-0.000
bp_hr_interaction	0.000	0.006	0.675	0.289	1.000	0.003	0.000	0.197	0.008	0.000	-0.151	0.024	0.012	0.722	0.000	0.658	0.597	-0.004
cholesterol_level	0.000	0.016	-0.004	-0.007	0.003	1.000	0.004	0.241	0.000	0.000	0.019	0.007	0.008	0.003	0.019	-0.378	0.522	0.020
clinical_notes	0.013	0.000	0.007	0.013	0.000	0.004	1.000	0.008	0.011	0.008	0.000	0.000	0.004	0.014	0.018	0.000	0.000	0.018
cluster	0.000	0.461	0.127	0.043	0.197	0.241	0.008	1.000	0.000	0.013	0.437	0.000	0.124	0.158	0.000	0.250	0.434	0.456
department	0.015	0.016	0.019	0.000	0.008	0.000	0.011	0.000	1.000	0.010	0.000	0.000	0.000	0.010	0.000	0.000	0.012	0.005
diagnosis_code	0.021	0.018	0.000	0.000	0.000	0.000	0.008	0.013	0.010	1.000	0.001	0.005	0.004	0.003	0.000	0.007	0.006	0.000
duration_per_hr	0.000	0.002	-0.014	0.000	-0.151	0.019	0.000	0.437	0.000	0.001	1.000	0.000	-0.006	-0.198	0.000	-0.512	0.265	0.972
gender	0.000	0.000	0.000	0.000	0.024	0.007	0.000	0.000	0.000	0.005	0.000	1.000	0.000	0.005	0.000	0.011	0.000	0.000
glucose_level	0.000	-0.012	0.005	-0.881	0.012	0.008	0.004	0.124	0.000	0.004	-0.006	0.000	1.000	0.007	0.013	0.329	0.194	-0.004
heart_rate	0.000	0.007	0.025	0.005	0.722	0.003	0.014	0.158	0.010	0.003	-0.198	0.005	0.007	1.000	0.000	0.395	0.494	0.003
insurance_status	0.000	0.006	0.000	0.000	0.000	0.019	0.018	0.000	0.000	0.000	0.000	0.000	0.013	0.000	1.000	0.000	0.000	0.000
pca1	0.000	-0.259	0.548	-0.049	0.658	-0.378	0.000	0.250	0.000	0.007	-0.512	0.011	0.329	0.395	0.000	1.000	-0.007	-0.441
pca2	0.000	0.384	0.348	-0.016	0.597	0.522	0.000	0.434	0.012	0.006	0.265	0.000	0.194	0.494	0.000	-0.007	1.000	0.378
symptom_duration	0.000	0.003	-0.010	-0.000	-0.004	0.020	0.018	0.456	0.005	0.000	0.972	0.000	-0.004	0.003	0.000	-0.441	0.378	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	patient_id	age	gender	blood_pressure	heart_rate	glucose_level	cholesterol_level	symptom_duration	clinical_notes	department	admission_type	insurance_status	diagnosis_code	bp_hr_interaction	bp_glucose_ratio	duration_per_hr	pca1	pca2	cluster
0	PAT00000	80	Female	125.9	61.3	136.3	95.7	15	headache and nausea	Orthopedics	Inpatient	Insured	D141	7717.67	0.916970	0.240770	0.608099	-0.863353	0
1	PAT00001	7	Male	136.9	68.8	126.9	133.5	7	abdominal discomfort	Orthopedics	Emergency	Insured	D196	9418.72	1.070367	0.100287	1.972034	-1.228151	2
2	PAT00002	34	Male	103.7	68.0	117.8	153.3	23	fever and fatigue	General Medicine	Outpatient	Insured	D165	7051.60	0.872896	0.333333	-0.702154	-0.744649	0
3	PAT00003	34	Female	135.6	65.0	102.4	203.4	5	joint pain	Cardiology	Outpatient	Insured	D196	8814.00	1.311412	0.075758	0.586714	-0.404099	3
4	PAT00004	32	Female	151.6	78.8	141.5	251.0	12	chest pain	Orthopedics	Inpatient	Uninsured	D196	11946.08	1.063860	0.150376	1.463709	1.911526	1
5	PAT00005	4	Male	131.5	80.1	131.5	156.4	17	dizziness and confusion	Cardiology	Outpatient	Insured	D196	10533.15	0.992453	0.209618	1.586058	-0.032944	1
6	PAT00006	40	Female	131.9	70.4	138.7	219.1	16	headache and nausea	Neurology	Outpatient	Insured	D141	9285.76	0.944166	0.224090	0.379202	0.866842	1
7	PAT00007	27	Female	122.5	94.4	117.4	269.5	17	dizziness and confusion	Neurology	Emergency	Insured	D141	11564.00	1.034628	0.178197	0.308008	2.217885	1
8	PAT00008	6	Female	112.1	57.5	103.1	242.6	27	blurred vision	Neurology	Inpatient	Insured	D185	6445.75	1.076849	0.461538	-1.812907	-0.231049	1
9	PAT00009	72	Male	131.4	75.6	90.0	163.8	7	fever and fatigue	Emergency	Outpatient	Insured	D141	9933.84	1.443956	0.091384	0.596676	0.054748	3

	patient_id	age	gender	blood_pressure	heart_rate	glucose_level	cholesterol_level	symptom_duration	clinical_notes	department	admission_type	insurance_status	diagnosis_code	bp_hr_interaction	bp_glucose_ratio	duration_per_hr	pca1	pca2	cluster
9990	PAT09990	84	Female	105.8	85.3	122.6	248.9	12	abdominal discomfort	Cardiology	Emergency	Insured	D165	9024.74	0.855987	0.139050	-0.726902	1.739419	3
9991	PAT09991	31	Male	107.9	77.4	105.2	199.6	7	headache and nausea	Cardiology	Outpatient	Insured	D119	8351.46	1.016008	0.089286	0.067431	-0.416618	2
9992	PAT09992	51	Male	93.3	79.7	101.1	142.3	10	chest pain	General Medicine	Outpatient	Uninsured	D198	7436.01	0.913810	0.123916	-0.231204	-1.016425	2
9993	PAT09993	82	Male	123.2	73.1	105.2	139.1	4	abdominal discomfort	Neurology	Inpatient	Insured	D163	9005.92	1.160075	0.053981	0.690955	-0.464461	3
9994	PAT09994	27	Female	109.0	85.5	150.3	261.0	27	dizziness and confusion	Cardiology	Outpatient	Uninsured	D119	9319.50	0.720423	0.312139	-0.542440	2.046488	1
9995	PAT09995	84	Male	144.9	59.0	101.4	164.8	1	joint pain	Orthopedics	Outpatient	Insured	D163	8549.10	1.415039	0.016667	0.752763	-0.455578	3
9996	PAT09996	63	Other	126.1	66.0	107.3	139.4	14	shortness of breath	Cardiology	Outpatient	Insured	D163	8322.60	1.164358	0.208955	0.211566	-0.562600	0
9997	PAT09997	78	Female	117.4	87.9	151.5	227.6	4	abdominal discomfort	Orthopedics	Outpatient	Insured	D119	10319.46	0.769836	0.044994	0.878700	1.642466	3
9998	PAT09998	77	Female	110.4	70.6	98.4	174.1	27	abdominal discomfort	General Medicine	Outpatient	Insured	D119	7794.24	1.110664	0.377095	-1.451846	0.484502	0
9999	PAT09999	18	Male	97.6	53.5	143.2	98.9	28	dizziness and confusion	Neurology	Inpatient	Uninsured	D196	5221.60	0.676838	0.513761	-0.740673	-2.159780	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)